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socraticode

local MCP server

socraticode is a local MCP server: MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs. Install it from npm as socraticode.

Installation

Terminal

claude mcp add socraticode -e EMBEDDING_PROVIDER=... -e OPENAI_API_KEY=... -e GOOGLE_API_KEY=... -e OLLAMA_URL=... -e EMBEDDING_MODEL=... -e EMBEDDING_DIMENSIONS=... -e OLLAMA_MODE=... -e OLLAMA_API_KEY=... -e LMSTUDIO_URL=... -e LMSTUDIO_API_KEY=... -e LMSTUDIO_ALLOW_MISSING_MODEL_LISTING=... -e LITELLM_URL=... -e LITELLM_API_KEY=... -e LITELLM_SEND_DIMENSIONS=... -e QDRANT_MODE=... -e QDRANT_URL=... -e QDRANT_API_KEY=... -- npx -y socraticode

Run in your project folder. Add --scope user to use it everywhere.

Claude Desktop, Cursor & other clients

Add to claude_desktop_config.json or .cursor/mcp.json.

{
  "mcpServers": {
    "socraticode": {
      "command": "npx",
      "args": [
        "-y",
        "socraticode"
      ],
      "env": {
        "EMBEDDING_PROVIDER": "...",
        "OPENAI_API_KEY": "...",
        "GOOGLE_API_KEY": "...",
        "OLLAMA_URL": "...",
        "EMBEDDING_MODEL": "...",
        "EMBEDDING_DIMENSIONS": "...",
        "OLLAMA_MODE": "...",
        "OLLAMA_API_KEY": "...",
        "LMSTUDIO_URL": "...",
        "LMSTUDIO_API_KEY": "...",
        "LMSTUDIO_ALLOW_MISSING_MODEL_LISTING": "...",
        "LITELLM_URL": "...",
        "LITELLM_API_KEY": "...",
        "LITELLM_SEND_DIMENSIONS": "...",
        "QDRANT_MODE": "...",
        "QDRANT_URL": "...",
        "QDRANT_API_KEY": "..."
      }
    }
  }
}

Fill in the environment variables with your own credentials.

What you need

  • Runtime: Node.js 18+ (runs with npx).
  • MCP client: Claude Code, Codex, Antigravity, Claude Desktop, Cursor or any other client that speaks MCP over stdio.
  • Environment variables: EMBEDDING_PROVIDER, OPENAI_API_KEY, GOOGLE_API_KEY, OLLAMA_URL, EMBEDDING_MODEL, EMBEDDING_DIMENSIONS, OLLAMA_MODE, OLLAMA_API_KEY, LMSTUDIO_URL, LMSTUDIO_API_KEY, LMSTUDIO_ALLOW_MISSING_MODEL_LISTING, LITELLM_URL, LITELLM_API_KEY, LITELLM_SEND_DIMENSIONS, QDRANT_MODE, QDRANT_URL, QDRANT_API_KEY

Summary

MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.

socraticode vs similar servers

ServerStarsTypeAPI keyRuntime
socraticode3,322LocalYesnpm
arxiv-mcp-server3,177LocalYespypi
Firecrawl MCP Server7,526LocalYesnpm
brave1,477HostedYesNone
Octocode478LocalNonpm

Questions

It reads 17 environment variables: EMBEDDING_PROVIDER, OPENAI_API_KEY, GOOGLE_API_KEY, OLLAMA_URL, EMBEDDING_MODEL, EMBEDDING_DIMENSIONS, OLLAMA_MODE, OLLAMA_API_KEY, LMSTUDIO_URL, LMSTUDIO_API_KEY, LMSTUDIO_ALLOW_MISSING_MODEL_LISTING, LITELLM_URL, LITELLM_API_KEY, LITELLM_SEND_DIMENSIONS, QDRANT_MODE, QDRANT_URL, QDRANT_API_KEY. Set them in your MCP config before starting the server.

Node.js 18+ (runs with npx), plus an MCP client such as Claude Code, Codex, Claude Desktop or Cursor.

socraticode is a local MCP server distributed as the npm package socraticode.

Run: claude mcp add socraticode -e EMBEDDING_PROVIDER=... -e OPENAI_API_KEY=... -e GOOGLE_API_KEY=... -e OLLAMA_URL=... -e EMBEDDING_MODEL=... -e EMBEDDING_DIMENSIONS=... -e OLLAMA_MODE=... -e OLLAMA_API_KEY=... -e LMSTUDIO_URL=... -e LMSTUDIO_API_KEY=... -e LMSTUDIO_ALLOW_MISSING_MODEL_LISTING=... -e LITELLM_URL=... -e LITELLM_API_KEY=... -e LITELLM_SEND_DIMENSIONS=... -e QDRANT_MODE=... -e QDRANT_URL=... -e QDRANT_API_KEY=... -- npx -y socraticode

Run: codex mcp add socraticode --env EMBEDDING_PROVIDER=... --env OPENAI_API_KEY=... --env GOOGLE_API_KEY=... --env OLLAMA_URL=... --env EMBEDDING_MODEL=... --env EMBEDDING_DIMENSIONS=... --env OLLAMA_MODE=... --env OLLAMA_API_KEY=... --env LMSTUDIO_URL=... --env LMSTUDIO_API_KEY=... --env LMSTUDIO_ALLOW_MISSING_MODEL_LISTING=... --env LITELLM_URL=... --env LITELLM_API_KEY=... --env LITELLM_SEND_DIMENSIONS=... --env QDRANT_MODE=... --env QDRANT_URL=... --env QDRANT_API_KEY=... -- npx -y socraticode

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